{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pymongo\n",
    "import numpy as np\n",
    "from pyecharts import Scatter, Bar, Grid, Overlap\n",
    "\n",
    "client = pymongo.MongoClient()\n",
    "db = client.chinamovies\n",
    "collections = db.movies\n",
    "collections_detail = db.moviesdetail\n",
    "col_casts = db.casts\n",
    "col_directors = db.directors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "该图电影总数 291\n"
     ]
    },
    {
     "data": {
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       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"840e688e66b84429b274344e9e9a004a\" style=\"width:800px;height:400px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_840e688e66b84429b274344e9e9a004a = echarts.init(document.getElementById('840e688e66b84429b274344e9e9a004a'), 'light', {renderer: 'canvas'});\n",
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       "                    0.02,\n",
       "                    2.6,\n",
       "                    \"\\u51cc\\u6668\\u4e24\\u70b9\\u534a\"\n",
       "                ],\n",
       "                [\n",
       "                    0.01,\n",
       "                    3.7,\n",
       "                    \"\\u51b0\\u5c01\\u8ff7\\u6848\"\n",
       "                ],\n",
       "                [\n",
       "                    2.21,\n",
       "                    6.3,\n",
       "                    \"\\u5bc2\\u9759\\u4e4b\\u5730\"\n",
       "                ],\n",
       "                [\n",
       "                    0.61,\n",
       "                    7.1,\n",
       "                    \"\\u5fcc\\u65e5\\u5feb\\u4e50\"\n",
       "                ]\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": false,\n",
       "                    \"position\": \"top\",\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    },\n",
       "                    \"formatter\": \"{c}\"\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 165055\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"scatter\",\n",
       "            \"name\": \"\\u79d1\\u5e7b\",\n",
       "            \"symbol\": \"circle\",\n",
       "            \"symbolSize\": 5,\n",
       "            \"data\": [\n",
       "                [\n",
       "                    0.01,\n",
       "                    3.9,\n",
       "                    \"\\u4f0a\\u963f\\u7d22\\u5bc6\\u7801\"\n",
       "                ],\n",
       "                [\n",
       "                    0.0,\n",
       "                    2.9,\n",
       "                    \"\\u65f6\\u7a7a\\u7ec8\\u70b9\"\n",
       "                ],\n",
       "                [\n",
       "                    0.14,\n",
       "                    4.5,\n",
       "                    \"\\u8d85\\u80fd\\u6cf0\\u5766\"\n",
       "                ],\n",
       "                [\n",
       "                    0.05,\n",
       "                    6.2,\n",
       "                    \"\\u514b\\u9686\\u4eba\"\n",
       "                ],\n",
       "                [\n",
       "                    0.01,\n",
       "                    4.5,\n",
       "                    \"\\u593a\\u547d\\u6765\\u7535\"\n",
       "                ],\n",
       "                [\n",
       "                    0.01,\n",
       "                    5.9,\n",
       "                    \"\\u51e4\\u51f0\\u57ce\\u9057\\u5fd8\\u5f55\"\n",
       "                ]\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": false,\n",
       "                    \"position\": \"top\",\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    },\n",
       "                    \"formatter\": \"{c}\"\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 165055\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u52a8\\u4f5c\",\n",
       "                \"\\u559c\\u5267\",\n",
       "                \"\\u5267\\u60c5\",\n",
       "                \"\\u7231\\u60c5\",\n",
       "                \"\\u52a8\\u753b\",\n",
       "                \"\\u6218\\u4e89\",\n",
       "                \"\\u5947\\u5e7b\",\n",
       "                \"\\u5176\\u5b83\",\n",
       "                \"\\u72af\\u7f6a\",\n",
       "                \"\\u60ca\\u609a\",\n",
       "                \"\\u79d1\\u5e7b\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"right\",\n",
       "            \"top\": \"center\",\n",
       "            \"orient\": \"vertical\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"name\": \"\\u7968\\u623f\\uff08\\u4ebf\\uff09\",\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"value\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                0.01,\n",
       "                0.0,\n",
       "                0.14,\n",
       "                0.05,\n",
       "                0.01,\n",
       "                0.01\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"name\": \"\\u8bc4\\u5206\",\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 20,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"min\": 2,\n",
       "            \"type\": \"value\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ],\n",
       "    \"dataZoom\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"type\": \"slider\",\n",
       "            \"start\": 0,\n",
       "            \"end\": 40,\n",
       "            \"orient\": \"horizontal\"\n",
       "        },\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"type\": \"inside\",\n",
       "            \"start\": 0,\n",
       "            \"end\": 40,\n",
       "            \"orient\": \"horizontal\"\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "myChart_840e688e66b84429b274344e9e9a004a.setOption(option_840e688e66b84429b274344e9e9a004a);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.scatter.Scatter at 0x8ba24a8>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genre = {}\n",
    "other_list = ['武侠', '悬疑', '儿童', '历史', '家庭', '古装', '传记', '纪录片', '音乐', '歌舞', '恐怖', '灾难', '运动', '同性', '西部', '戏曲']\n",
    "for i, element in enumerate(collections_detail.find({'boxoffice_num':{'$exists':True}})):\n",
    "    if element['rating']['average'] == 0 or element['rate_quantity'] == '0' or not element['boxoffice_num']:\n",
    "        continue\n",
    "    for index, gen in enumerate(element['genres'], start=1):\n",
    "        if gen not in other_list:\n",
    "            break\n",
    "        if index == len(element['genres']):\n",
    "            gen = '其它'\n",
    "    if not genre.get(gen):\n",
    "        genre[gen] = {'title': [], 'rate': [], 'boxoffice': [], 'rate_quantity': []}\n",
    "    genre[gen]['title'].append(element['title'])\n",
    "    genre[gen]['rate'].append(element['rating']['average'])\n",
    "    genre[gen]['boxoffice'].append(round(element['boxoffice_num']/10000,2))\n",
    "    genre[gen]['rate_quantity'].append(element['rate_quantity'])\n",
    "\n",
    "scatter = Scatter(\"电影评分-票房\")\n",
    "other_setting = {\n",
    "    'legend_orient': 'vertical',\n",
    "    'legend_pos': 'right',\n",
    "    'legend_top': 'center',\n",
    "    'is_datazoom_show': True,\n",
    "    'datazoom_type': 'both',\n",
    "    'datazoom_range':[0,40],\n",
    "}\n",
    "total_num = 0\n",
    "for i in genre:\n",
    "    total_num += len(genre[i]['rate'])\n",
    "#     print(i)\n",
    "#     print(len(genre[i]['boxoffice']), genre[i]['boxoffice'])\n",
    "#     print(len(genre[i]['rate']), genre[i]['rate'])\n",
    "#     print(len(genre[i]['title']), genre[i]['title'])\n",
    "#     print(len(genre[i]['rate_quantity']), genre[i]['rate_quantity'])\n",
    "#     print('===============================')\n",
    "    scatter.add(i, genre[i]['boxoffice'], genre[i]['rate'], **other_setting, extra_name=genre[i]['title'], \n",
    "                xaxis_name='票房（亿）', yaxis_name='评分', yaxis_name_gap=20,yaxis_min=2, symbol_size=5, \n",
    "                label_formatter='{c}', is_label_emphasis=True, is_toolbox_show=False)#  xaxis_name_gap=80, \n",
    "print('该图电影总数',total_num)\n",
    "scatter#.render('电影评分-票房.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图是 电影豆瓣评分-票房 散点图，用点的颜色表现了不同电影类型，包括了2018年国内上映电影中同时有豆瓣评分和票房数据的291部。\n",
    "\n",
    "由于很多类型的电影数量较少，因此将部分类型定为‘其它’。一部电影通常具有多个类型，在分析时，电影类型的确定方法为：按照每一部电影豆瓣上类型的先后顺序，选择顺序最前且不是‘其它’类型的类型；若该电影所有类型都在‘其它’类型中，将此电影归类为其它。\n",
    "\n",
    "电影票房较高，超过10亿时，其豆瓣评分都在五分及以上；而电影票房较少的电影（小于1亿）豆瓣评分和票房基本无关。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "imdb [0.73575174 1.5814526 ] maoyan [0.39373735 5.68542466] mtime [0.67840544 2.42490591]\n"
     ]
    }
   ],
   "source": [
    "count = 0\n",
    "title = []\n",
    "maoyan = []\n",
    "mtime = []\n",
    "imdb = []\n",
    "douban = []\n",
    "for i, element in enumerate(collections_detail.find({'boxoffice_num':{'$exists':True}})):\n",
    "    if element.get('猫眼') and element.get('时光') and element.get('imdb'):\n",
    "        # [ int(i) for i in [element['猫眼']['rank'], element['时光']['rank'], element['imdb']['rank']] if int(i)>0]\n",
    "        if float(element['猫眼']['rank']) > 0 and float(element['时光']['rank']) > 0 and float(element['imdb']['rank']) > 0 and float(element['rate_score']) > 0:\n",
    "            title.append(element['title'])\n",
    "            maoyan.append(element['猫眼']['rank'])\n",
    "            mtime.append(element['时光']['rank'])\n",
    "            imdb.append(element['imdb']['rank'])\n",
    "            douban.append(element['rate_score'])\n",
    "            # print(i, element['title'], element['猫眼']['rank'], element['时光']['rank'], element['imdb']['rank'], 'count', count)\n",
    "            count += 1\n",
    "# print(len(title), title)\n",
    "# print(len(maoyan), maoyan)\n",
    "# print(len(mtime), mtime)\n",
    "# print(len(imdb), imdb)\n",
    "# print(len(douban), douban)\n",
    "\n",
    "douban = [float(i) for i in douban]\n",
    "imdb = [float(i) for i in imdb]\n",
    "maoyan = [float(i) for i in maoyan]\n",
    "mtime = [float(i) for i in mtime]\n",
    "d_imdb = np.polyfit(douban, imdb, 1)\n",
    "d_maoyan = np.polyfit(douban, maoyan, 1)\n",
    "d_mtime = np.polyfit(douban, mtime, 1)\n",
    "c_imdb = [[0,d_imdb[1]],[10, d_imdb[0]*10 + d_imdb[1]]]\n",
    "c_maoyan = [[0,d_maoyan[1]],[10, d_maoyan[0]*10 + d_maoyan[1]]]\n",
    "c_mtime = [[0,d_mtime[1]],[10, d_mtime[0]*10 + d_mtime[1]]]\n",
    "print('imdb',d_imdb,'maoyan',d_maoyan,'mtime',d_mtime)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"592b77710f654b5d9b3bd67962824584\" style=\"width:400px;height:400px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_592b77710f654b5d9b3bd67962824584 = echarts.init(document.getElementById('592b77710f654b5d9b3bd67962824584'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_592b77710f654b5d9b3bd67962824584 = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u7535\\u5f71\\u8bc4\\u5206\\u5bf9\\u6bd4\",\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"series_id\": 7450695,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
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       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"scatter\",\n",
       "            \"name\": \"douban-imdb\",\n",
       "            \"symbol\": \"circle\",\n",
       "            \"symbolSize\": 5,\n",
       "            \"data\": [\n",
       "                [\n",
       "                    8.3,\n",
       "                    6.8,\n",
       "                    \"\\u7ea2\\u6d77\\u884c\\u52a8\"\n",
       "                ],\n",
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       "                    \"\\u5510\\u4eba\\u8857\\u63a2\\u68482\"\n",
       "                ],\n",
       "                [\n",
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       "                    8.1,\n",
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       "                [\n",
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       "                ],\n",
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       "                    5.9,\n",
       "                    7.2,\n",
       "                    \"\\u540e\\u6765\\u7684\\u6211\\u4eec\"\n",
       "                ],\n",
       "                [\n",
       "                    7.1,\n",
       "                    6.3,\n",
       "                    \"\\u4e00\\u51fa\\u597d\\u620f\"\n",
       "                ],\n",
       "                [\n",
       "                    8.0,\n",
       "                    7.1,\n",
       "                    \"\\u65e0\\u53cc\"\n",
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       "                [\n",
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       "                    6.5,\n",
       "                    \"\\u65e0\\u95ee\\u897f\\u4e1c\"\n",
       "                ],\n",
       "                [\n",
       "                    4.4,\n",
       "                    5.5,\n",
       "                    \"\\u897f\\u6e38\\u8bb0\\u5973\\u513f\\u56fd\"\n",
       "                ],\n",
       "                [\n",
       "                    5.8,\n",
       "                    5.7,\n",
       "                    \"\\u6765\\u7535\\u72c2\\u54cd\"\n",
       "                ],\n",
       "                [\n",
       "                    6.1,\n",
       "                    6.3,\n",
       "                    \"\\u72c4\\u4ec1\\u6770\\u4e4b\\u56db\\u5927\\u5929\\u738b\"\n",
       "                ],\n",
       "                [\n",
       "                    6.8,\n",
       "                    7.1,\n",
       "                    \"\\u718a\\u51fa\\u6ca1\\u00b7\\u53d8\\u5f62\\u8bb0\"\n",
       "                ],\n",
       "                [\n",
       "                    4.6,\n",
       "                    4.7,\n",
       "                    \"\\u674e\\u8336\\u7684\\u59d1\\u5988\"\n",
       "                ],\n",
       "                [\n",
       "                    7.0,\n",
       "                    6.5,\n",
       "                    \"\\u90aa\\u4e0d\\u538b\\u6b63\"\n",
       "                ],\n",
       "                [\n",
       "                    3.1,\n",
       "                    2.7,\n",
       "                    \"\\u7231\\u60c5\\u516c\\u5bd3\"\n",
       "                ],\n",
       "                [\n",
       "                    7.2,\n",
       "                    6.5,\n",
       "                    \"\\u52a8\\u7269\\u4e16\\u754c\"\n",
       "                ],\n",
       "                [\n",
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       "                    5.9,\n",
       "                    \"\\u53cd\\u8d2a\\u98ce\\u66b43\"\n",
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       "                [\n",
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       "                    6.3,\n",
       "                    \"\\u5feb\\u628a\\u6211\\u54e5\\u5e26\\u8d70\"\n",
       "                ],\n",
       "                [\n",
       "                    5.7,\n",
       "                    5.4,\n",
       "                    \"\\u5e55\\u540e\\u73a9\\u5bb6\"\n",
       "                ],\n",
       "                [\n",
       "                    5.8,\n",
       "                    5.8,\n",
       "                    \"\\u60b2\\u4f24\\u9006\\u6d41\\u6210\\u6cb3\"\n",
       "                ],\n",
       "                [\n",
       "                    5.0,\n",
       "                    5.7,\n",
       "                    \"\\u9ec4\\u91d1\\u5144\\u5f1f\"\n",
       "                ],\n",
       "                [\n",
       "                    7.4,\n",
       "                    6.4,\n",
       "                    \"\\u627e\\u5230\\u4f60\"\n",
       "                ],\n",
       "                [\n",
       "                    6.9,\n",
       "                    7.2,\n",
       "                    \"\\u5730\\u7403\\u6700\\u540e\\u7684\\u591c\\u665a\"\n",
       "                ],\n",
       "                [\n",
       "                    4.2,\n",
       "                    4.6,\n",
       "                    \"\\u80d6\\u5b50\\u884c\\u52a8\\u961f\"\n",
       "                ],\n",
       "                [\n",
       "                    6.7,\n",
       "                    6.6,\n",
       "                    \"\\u5357\\u6781\\u4e4b\\u604b\"\n",
       "                ],\n",
       "                [\n",
       "                    3.7,\n",
       "                    4.1,\n",
       "                    \"\\u731b\\u866b\\u8fc7\\u6c5f\"\n",
       "                ],\n",
       "                [\n",
       "                    4.2,\n",
       "                    4.6,\n",
       "                    \"\\u7956\\u5b97\\u5341\\u4e5d\\u4ee3\"\n",
       "                ],\n",
       "                [\n",
       "                    3.6,\n",
       "                    4.7,\n",
       "                    \"\\u6b27\\u6d32\\u653b\\u7565\"\n",
       "                ],\n",
       "                [\n",
       "                    3.3,\n",
       "                    4.8,\n",
       "                    \"\\u4e91\\u5357\\u866b\\u8c37\"\n",
       "                ],\n",
       "                [\n",
       "                    5.2,\n",
       "                    6.3,\n",
       "                    \"\\u5927\\u5e08\\u5144\"\n",
       "                ],\n",
       "                [\n",
       "                    5.6,\n",
       "                    6.9,\n",
       "                    \"\\u53f6\\u95ee\\u5916\\u4f20\\uff1a\\u5f20\\u5929\\u5fd7\"\n",
       "                ],\n",
       "                [\n",
       "                    3.5,\n",
       "                    4.3,\n",
       "                    \"\\u65b0\\u4e4c\\u9f99\\u9662\\u4e4b\\u7b11\\u95f9\\u6c5f\\u6e56\"\n",
       "                ],\n",
       "                [\n",
       "                    3.8,\n",
       "                    4.8,\n",
       "                    \"\\u5929\\u6c14\\u9884\\u7206\"\n",
       "                ],\n",
       "                [\n",
       "                    6.9,\n",
       "                    8.1,\n",
       "                    \"\\u98ce\\u8bed\\u5492\"\n",
       "                ],\n",
       "                [\n",
       "                    4.6,\n",
       "                    4.7,\n",
       "                    \"21\\u514b\\u62c9\"\n",
       "                ],\n",
       "                [\n",
       "                    6.1,\n",
       "                    5.9,\n",
       "                    \"\\u6628\\u65e5\\u9752\\u7a7a\"\n",
       "                ],\n",
       "                [\n",
       "                    6.7,\n",
       "                    6.4,\n",
       "                    \"\\u4f60\\u597d\\uff0c\\u4e4b\\u534e\"\n",
       "                ],\n",
       "                [\n",
       "                    3.5,\n",
       "                    4.0,\n",
       "                    \"\\u6b66\\u6797\\u602a\\u517d\"\n",
       "                ],\n",
       "                [\n",
       "                    4.7,\n",
       "                    6.6,\n",
       "                    \"\\u51b0\\u96ea\\u5973\\u738b3\\uff1a\\u706b\\u4e0e\\u51b0\"\n",
       "                ],\n",
       "                [\n",
       "                    5.3,\n",
       "                    5.4,\n",
       "                    \"\\u6cc4\\u5bc6\\u8005\"\n",
       "                ],\n",
       "                [\n",
       "                    7.6,\n",
       "                    7.0,\n",
       "                    \"\\u6c5f\\u6e56\\u513f\\u5973\"\n",
       "                ],\n",
       "                [\n",
       "                    4.9,\n",
       "                    5.1,\n",
       "                    \"\\u9f99\\u867e\\u5211\\u8b66\"\n",
       "                ],\n",
       "                [\n",
       "                    2.6,\n",
       "                    3.4,\n",
       "                    \"\\u95fa\\u871c2\"\n",
       "                ],\n",
       "                [\n",
       "                    4.7,\n",
       "                    5.1,\n",
       "                    \"\\u82f1\\u96c4\\u672c\\u82722018\"\n",
       "                ],\n",
       "                [\n",
       "                    8.2,\n",
       "                    7.2,\n",
       "                    \"\\u66b4\\u88c2\\u65e0\\u58f0\"\n",
       "                ],\n",
       "                [\n",
       "                    8.2,\n",
       "                    7.5,\n",
       "                    \"\\u72d7\\u5341\\u4e09\"\n",
       "                ],\n",
       "                [\n",
       "                    4.6,\n",
       "                    5.3,\n",
       "                    \"\\u9047\\u89c1\\u4f60\\u771f\\u597d\"\n",
       "                ],\n",
       "                [\n",
       "                    2.8,\n",
       "                    2.7,\n",
       "                    \"\\u65ad\\u7247\\u4e4b\\u9669\\u9014\\u593a\\u5b9d\"\n",
       "                ],\n",
       "                [\n",
       "                    3.1,\n",
       "                    3.3,\n",
       "                    \"\\u963f\\u4fee\\u7f57\"\n",
       "                ],\n",
       "                [\n",
       "                    3.5,\n",
       "                    4.5,\n",
       "                    \"\\u8c1c\\u5de2\"\n",
       "                ],\n",
       "                [\n",
       "                    6.2,\n",
       "                    5.6,\n",
       "                    \"\\u7238\\uff0c\\u6211\\u4e00\\u5b9a\\u884c\\u7684\"\n",
       "                ],\n",
       "                [\n",
       "                    3.6,\n",
       "                    3.7,\n",
       "                    \"\\u5367\\u5e95\\u5de8\\u661f\"\n",
       "                ],\n",
       "                [\n",
       "                    3.6,\n",
       "                    4.5,\n",
       "                    \"\\u6218\\u795e\\u7eaa\"\n",
       "                ],\n",
       "                [\n",
       "                    7.0,\n",
       "                    5.7,\n",
       "                    \"\\u5988\\u5988\\u54aa\\u9e2d\"\n",
       "                ],\n",
       "                [\n",
       "                    4.9,\n",
       "                    4.6,\n",
       "                    \"\\u6211\\u662f\\u4f60\\u5988\"\n",
       "                ],\n",
       "                [\n",
       "                    5.6,\n",
       "                    2.4,\n",
       "                    \"\\u8131\\u5355\\u544a\\u6025\"\n",
       "                ],\n",
       "                [\n",
       "                    4.4,\n",
       "                    4.7,\n",
       "                    \"\\u4f4e\\u538b\\u69fd\\uff1a\\u6b32\\u671b\\u4e4b\\u57ce\"\n",
       "                ],\n",
       "                [\n",
       "                    5.2,\n",
       "                    6.3,\n",
       "                    \"\\u5b9d\\u8d1d\\u513f\"\n",
       "                ],\n",
       "                [\n",
       "                    6.2,\n",
       "                    5.4,\n",
       "                    \"\\u732b\\u4e0e\\u6843\\u82b1\\u6e90\"\n",
       "                ],\n",
       "                [\n",
       "                    3.6,\n",
       "                    4.7,\n",
       "                    \"\\u6ce1\\u8299\\u5c0f\\u59d0\"\n",
       "                ],\n",
       "                [\n",
       "                    3.2,\n",
       "                    4.8,\n",
       "                    \"\\u529f\\u592b\\u8054\\u76df\"\n",
       "                ],\n",
       "                [\n",
       "                    4.3,\n",
       "                    6.0,\n",
       "                    \"\\u53e4\\u5251\\u5947\\u8c2d\\u4e4b\\u6d41\\u6708\\u662d\\u660e\"\n",
       "                ],\n",
       "                [\n",
       "                    4.9,\n",
       "                    5.0,\n",
       "                    \"\\u9053\\u9ad8\\u4e00\\u4e08\"\n",
       "                ],\n",
       "                [\n",
       "                    5.1,\n",
       "                    5.7,\n",
       "                    \"24\\u5c0f\\u65f6\\uff1a\\u672b\\u8def\\u91cd\\u751f\"\n",
       "                ],\n",
       "                [\n",
       "                    3.8,\n",
       "                    5.0,\n",
       "                    \"\\u89e3\\u7801\\u6e38\\u620f\"\n",
       "                ],\n",
       "                [\n",
       "                    5.5,\n",
       "                    5.9,\n",
       "                    \"\\u8131\\u76ae\\u7238\\u7238\"\n",
       "                ],\n",
       "                [\n",
       "                    6.8,\n",
       "                    6.5,\n",
       "                    \"\\u672a\\u62e9\\u4e4b\\u8def\"\n",
       "                ],\n",
       "                [\n",
       "                    4.3,\n",
       "                    4.9,\n",
       "                    \"\\u5bfb\\u627e\\u7f57\\u9ea6\"\n",
       "                ],\n",
       "                [\n",
       "                    5.5,\n",
       "                    6.5,\n",
       "                    \"\\u8086\\u5f0f\\u9752\\u6625\"\n",
       "                ],\n",
       "                [\n",
       "                    7.0,\n",
       "                    6.5,\n",
       "                    \"\\u5927\\u4e16\\u754c\"\n",
       "                ],\n",
       "                [\n",
       "                    6.6,\n",
       "                    7.2,\n",
       "                    \"\\u8def\\u8fc7\\u672a\\u6765\"\n",
       "                ],\n",
       "                [\n",
       "                    7.6,\n",
       "                    7.1,\n",
       "                    \"\\u963f\\u62c9\\u59dc\\u8272\"\n",
       "                ],\n",
       "                [\n",
       "                    2.2,\n",
       "                    1.0,\n",
       "                    \"\\u7eaf\\u6d01\\u5fc3\\u7075\\u00b7\\u9010\\u68a6\\u6f14\\u827a\\u5708\"\n",
       "                ],\n",
       "                [\n",
       "                    7.5,\n",
       "                    6.8,\n",
       "                    \"\\u7c73\\u82b1\\u4e4b\\u5473\"\n",
       "                ],\n",
       "                [\n",
       "                    6.8,\n",
       "                    6.7,\n",
       "                    \"\\u897f\\u5c0f\\u6cb3\\u7684\\u590f\\u5929\"\n",
       "                ],\n",
       "                [\n",
       "                    6.6,\n",
       "                    6.3,\n",
       "                    \"\\u9ec4\\u91d1\\u82b1\"\n",
       "                ],\n",
       "                [\n",
       "                    6.3,\n",
       "                    6.0,\n",
       "                    \"\\u547d\\u8fd0\\u901f\\u9012\"\n",
       "                ],\n",
       "                [\n",
       "                    6.9,\n",
       "                    6.7,\n",
       "                    \"\\u8352\\u57ce\\u7eaa\"\n",
       "                ],\n",
       "                [\n",
       "                    3.8,\n",
       "                    6.0,\n",
       "                    \"\\u4f0a\\u963f\\u7d22\\u5bc6\\u7801\"\n",
       "                ],\n",
       "                [\n",
       "                    7.6,\n",
       "                    7.1,\n",
       "                    \"\\u5927\\u4e09\\u513f\"\n",
       "                ],\n",
       "                [\n",
       "                    6.8,\n",
       "                    6.9,\n",
       "                    \"\\u5317\\u65b9\\u4e00\\u7247\\u82cd\\u832b\"\n",
       "                ],\n",
       "                [\n",
       "                    6.6,\n",
       "                    6.5,\n",
       "                    \"\\u6e05\\u6c34\\u91cc\\u7684\\u5200\\u5b50\"\n",
       "                ],\n",
       "                [\n",
       "                    4.9,\n",
       "                    5.8,\n",
       "                    \"\\u76f2\\u00b7\\u9053\"\n",
       "                ],\n",
       "                [\n",
       "                    6.4,\n",
       "                    7.9,\n",
       "                    \"\\u5929\\u7c41\\u68a6\\u60f3\"\n",
       "                ],\n",
       "                [\n",
       "                    6.0,\n",
       "                    5.9,\n",
       "                    \"\\u5144\\u5f1f\\u73ed\"\n",
       "                ],\n",
       "                [\n",
       "                    8.1,\n",
       "                    8.5,\n",
       "                    \"\\u590d\\u4ec7\\u8005\\u8054\\u76df3\\uff1a\\u65e0\\u9650\\u6218\\u4e89\"\n",
       "                ],\n",
       "                [\n",
       "                    7.7,\n",
       "                    7.3,\n",
       "                    \"\\u6d77\\u738b\"\n",
       "                ],\n",
       "                [\n",
       "                    7.2,\n",
       "                    6.8,\n",
       "                    \"\\u6bd2\\u6db2\\uff1a\\u81f4\\u547d\\u5b88\\u62a4\\u8005\"\n",
       "                ],\n",
       "                [\n",
       "                    6.7,\n",
       "                    6.2,\n",
       "                    \"\\u4f8f\\u7f57\\u7eaa\\u4e16\\u754c2\"\n",
       "                ],\n",
       "                [\n",
       "                    8.7,\n",
       "                    7.5,\n",
       "                    \"\\u5934\\u53f7\\u73a9\\u5bb6\"\n",
       "                ],\n",
       "                [\n",
       "                    8.1,\n",
       "                    7.8,\n",
       "                    \"\\u789f\\u4e2d\\u8c0d6\\uff1a\\u5168\\u9762\\u74e6\\u89e3\"\n",
       "                ],\n",
       "                [\n",
       "                    5.7,\n",
       "                    5.7,\n",
       "                    \"\\u5de8\\u9f7f\\u9ca8\"\n",
       "                ],\n",
       "                [\n",
       "                    6.4,\n",
       "                    6.1,\n",
       "                    \"\\u72c2\\u66b4\\u5de8\\u517d\"\n",
       "                ],\n",
       "                [\n",
       "                    7.3,\n",
       "                    7.1,\n",
       "                    \"\\u8681\\u4eba2\\uff1a\\u9ec4\\u8702\\u5973\\u73b0\\u8eab\"\n",
       "                ],\n",
       "                [\n",
       "                    6.3,\n",
       "                    5.9,\n",
       "                    \"\\u6469\\u5929\\u8425\\u6551\"\n",
       "                ],\n",
       "                [\n",
       "                    6.5,\n",
       "                    7.3,\n",
       "                    \"\\u9ed1\\u8c79\"\n",
       "                ],\n",
       "                [\n",
       "                    6.0,\n",
       "                    6.3,\n",
       "                    \"\\u53e4\\u5893\\u4e3d\\u5f71\\uff1a\\u6e90\\u8d77\\u4e4b\\u6218\"\n",
       "                ],\n",
       "                [\n",
       "                    6.9,\n",
       "                    7.0,\n",
       "                    \"\\u52c7\\u6562\\u8005\\u6e38\\u620f\\uff1a\\u51b3\\u6218\\u4e1b\\u6797\"\n",
       "                ],\n",
       "                [\n",
       "                    8.7,\n",
       "                    8.6,\n",
       "                    \"\\u8718\\u86db\\u4fa0\\uff1a\\u5e73\\u884c\\u5b87\\u5b99\"\n",
       "                ],\n",
       "                [\n",
       "                    7.1,\n",
       "                    6.7,\n",
       "                    \"\\u795e\\u5947\\u52a8\\u7269\\uff1a\\u683c\\u6797\\u5fb7\\u6c83\\u4e4b\\u7f6a\"\n",
       "                ],\n",
       "                [\n",
       "                    7.9,\n",
       "                    7.8,\n",
       "                    \"\\u8d85\\u4eba\\u603b\\u52a8\\u54582\"\n",
       "                ],\n",
       "                [\n",
       "                    5.3,\n",
       "                    6.2,\n",
       "                    \"\\u79fb\\u52a8\\u8ff7\\u5bab3\\uff1a\\u6b7b\\u4ea1\\u89e3\\u836f\"\n",
       "                ],\n",
       "                [\n",
       "                    8.1,\n",
       "                    7.2,\n",
       "                    \"\\u65e0\\u654c\\u7834\\u574f\\u738b2\\uff1a\\u5927\\u95f9\\u4e92\\u8054\\u7f51\"\n",
       "                ],\n",
       "                [\n",
       "                    6.7,\n",
       "                    6.3,\n",
       "                    \"\\u7cbe\\u7075\\u65c5\\u793e3\\uff1a\\u75af\\u72c2\\u5047\\u671f\"\n",
       "                ],\n",
       "                [\n",
       "                    6.3,\n",
       "                    7.6,\n",
       "                    \"\\u5bc2\\u9759\\u4e4b\\u5730\"\n",
       "                ],\n",
       "                [\n",
       "                    5.0,\n",
       "                    5.4,\n",
       "                    \"\\u94c1\\u8840\\u6218\\u58eb\"\n",
       "                ],\n",
       "                [\n",
       "                    8.6,\n",
       "                    8.0,\n",
       "                    \"\\u5947\\u8ff9\\u7537\\u5b69\"\n",
       "                ],\n",
       "                [\n",
       "                    6.4,\n",
       "                    6.2,\n",
       "                    \"\\u61a8\\u8c46\\u7279\\u5de53\"\n",
       "                ],\n",
       "                [\n",
       "                    7.2,\n",
       "                    6.7,\n",
       "                    \"\\u516c\\u725b\\u5386\\u9669\\u8bb0\"\n",
       "                ],\n",
       "                [\n",
       "                    7.1,\n",
       "                    6.6,\n",
       "                    \"\\u6bd4\\u5f97\\u5154\"\n",
       "                ],\n",
       "                [\n",
       "                    6.4,\n",
       "                    6.7,\n",
       "                    \"\\u963f\\u5c14\\u6cd5\\uff1a\\u72fc\\u4f34\\u5f52\\u9014\"\n",
       "                ],\n",
       "                [\n",
       "                    6.0,\n",
       "                    5.5,\n",
       "                    \"\\u80e1\\u6843\\u5939\\u5b50\\u548c\\u56db\\u4e2a\\u738b\\u56fd\"\n",
       "                ],\n",
       "                [\n",
       "                    6.9,\n",
       "                    7.0,\n",
       "                    \"\\u6e38\\u4fa0\\u7d22\\u7f57\\uff1a\\u661f\\u7403\\u5927\\u6218\\u5916\\u4f20\"\n",
       "                ],\n",
       "                [\n",
       "                    7.2,\n",
       "                    7.3,\n",
       "                    \"\\u6c34\\u5f62\\u7269\\u8bed\"\n",
       "                ],\n",
       "                [\n",
       "                    7.7,\n",
       "                    7.6,\n",
       "                    \"\\u9a6c\\u620f\\u4e4b\\u738b\"\n",
       "                ],\n",
       "                [\n",
       "                    5.9,\n",
       "                    5.1,\n",
       "                    \"\\u98d3\\u98ce\\u5947\\u52ab\"\n",
       "                ],\n",
       "                [\n",
       "                    7.4,\n",
       "                    6.7,\n",
       "                    \"\\u96ea\\u602a\\u5927\\u5192\\u9669\"\n",
       "                ],\n",
       "                [\n",
       "                    7.1,\n",
       "                    6.9,\n",
       "                    \"\\u6e6e\\u706d\"\n",
       "                ],\n",
       "                [\n",
       "                    8.7,\n",
       "                    8.2,\n",
       "                    \"\\u4e09\\u5757\\u5e7f\\u544a\\u724c\"\n",
       "                ],\n",
       "                [\n",
       "                    6.3,\n",
       "                    6.0,\n",
       "                    \"\\u6211\\u7684\\u95f4\\u8c0d\\u524d\\u7537\\u53cb\"\n",
       "                ],\n",
       "                [\n",
       "                    7.1,\n",
       "                    6.5,\n",
       "                    \"\\u5fcc\\u65e5\\u5feb\\u4e50\"\n",
       "                ],\n",
       "                [\n",
       "                    4.4,\n",
       "                    4.7,\n",
       "                    \"\\u6df1\\u6d77\\u8d8a\\u72f1\"\n",
       "                ],\n",
       "                [\n",
       "                    6.8,\n",
       "                    6.1,\n",
       "                    \"\\u5c0f\\u9a6c\\u5b9d\\u8389\\u5927\\u7535\\u5f71\"\n",
       "                ],\n",
       "                [\n",
       "                    6.6,\n",
       "                    6.3,\n",
       "                    \"\\u901a\\u52e4\\u8425\\u6551\"\n",
       "                ],\n",
       "                [\n",
       "                    8.3,\n",
       "                    7.9,\n",
       "                    \"\\u72ac\\u4e4b\\u5c9b\"\n",
       "                ],\n",
       "                [\n",
       "                    8.5,\n",
       "                    7.7,\n",
       "                    \"\\u7f51\\u7edc\\u8c1c\\u8e2a\"\n",
       "                ],\n",
       "                [\n",
       "                    7.6,\n",
       "                    7.2,\n",
       "                    \"\\u4f20\\u5947\\u7684\\u8bde\\u751f\"\n",
       "                ],\n",
       "                [\n",
       "                    6.3,\n",
       "                    6.3,\n",
       "                    \"\\u7eff\\u6bdb\\u602a\\u683c\\u6797\\u5947\"\n",
       "                ],\n",
       "                [\n",
       "                    6.5,\n",
       "                    6.4,\n",
       "                    \"\\u864e\\u80c6\\u8ffd\\u51f6\"\n",
       "                ],\n",
       "                [\n",
       "                    5.5,\n",
       "                    6.1,\n",
       "                    \"\\u6ef4\\u7b54\\u5c4b\"\n",
       "                ],\n",
       "                [\n",
       "                    6.1,\n",
       "                    3.6,\n",
       "                    \"\\u6c6a\\u661f\\u5367\\u5e95\"\n",
       "                ],\n",
       "                [\n",
       "                    4.5,\n",
       "                    4.8,\n",
       "                    \"\\u8d85\\u80fd\\u6cf0\\u5766\"\n",
       "                ],\n",
       "                [\n",
       "                    6.2,\n",
       "                    7.0,\n",
       "                    \"\\u6458\\u91d1\\u5947\\u7f18\"\n",
       "                ],\n",
       "                [\n",
       "                    7.0,\n",
       "                    6.8,\n",
       "                    \"\\u91d1\\u94b1\\u4e16\\u754c\"\n",
       "                ],\n",
       "                [\n",
       "                    6.8,\n",
       "                    6.6,\n",
       "                    \"\\u60ca\\u6d9b\\u98d3\\u6d6a\"\n",
       "                ],\n",
       "                [\n",
       "                    6.9,\n",
       "                    5.1,\n",
       "                    \"\\u6dd8\\u6c14\\u5927\\u4fa6\\u63a2\"\n",
       "                ],\n",
       "                [\n",
       "                    6.8,\n",
       "                    7.1,\n",
       "                    \"\\u6218\\u72ac\\u745e\\u514b\\u65af\"\n",
       "                ],\n",
       "                [\n",
       "                    8.2,\n",
       "                    6.6,\n",
       "                    \"\\u7231\\u5728\\u8bb0\\u5fc6\\u6d88\\u901d\\u524d\"\n",
       "                ],\n",
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       "                    6.1,\n",
       "                    5.6,\n",
       "                    \"\\u8ff7\\u9547\\u51f6\\u6848\"\n",
       "                ],\n",
       "                [\n",
       "                    6.2,\n",
       "                    5.4,\n",
       "                    \"\\u514b\\u9686\\u4eba\"\n",
       "                ],\n",
       "                [\n",
       "                    7.1,\n",
       "                    6.8,\n",
       "                    \"\\u5988\\u5988\\u54aa\\u54402\"\n",
       "                ],\n",
       "                [\n",
       "                    6.2,\n",
       "                    6.1,\n",
       "                    \"\\u65e0\\u654c\\u539f\\u59cb\\u4eba\"\n",
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       "                    8.4,\n",
       "                    7.7,\n",
       "                    \"\\u7231\\u732b\\u4e4b\\u57ce\"\n",
       "                ],\n",
       "                [\n",
       "                    6.6,\n",
       "                    6.7,\n",
       "                    \"\\u7b2c\\u4e00\\u592b\\u4eba\"\n",
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       "                    5.4,\n",
       "                    \"\\u8d85\\u5927\\u53f7\\u7f8e\\u4eba\"\n",
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       "                [\n",
       "                    4.5,\n",
       "                    4.3,\n",
       "                    \"\\u593a\\u547d\\u6765\\u7535\"\n",
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       "                [\n",
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       "                    5.2,\n",
       "                    \"\\u51e4\\u51f0\\u57ce\\u9057\\u5fd8\\u5f55\"\n",
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       "                    7.4,\n",
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       "                    5.8,\n",
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       "                    5.9,\n",
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       "                    4.7,\n",
       "                    \"\\u7684\\u58eb\\u901f\\u90125\"\n",
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       "                    6.6,\n",
       "                    \"\\u9752\\u5e74\\u9a6c\\u514b\\u601d\"\n",
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       "                    7.4,\n",
       "                    \"\\u5927\\u574f\\u72d0\\u72f8\\u7684\\u6545\\u4e8b\"\n",
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       "                    \"\\u4ea1\\u547d\\u6551\\u8d4e\"\n",
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       "                    \"\\u864e\\u76ae\\u840c\\u4f01\\u9e45\"\n",
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       "                    6.5,\n",
       "                    \"\\u5e1d\\u4f01\\u9e45\\u65e5\\u8bb02\\uff1a\\u53ec\\u5524\"\n",
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       "                    \"\\u98de\\u9e1f\\u5386\\u9669\\u8bb0\"\n",
       "                ],\n",
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       "                    6.1,\n",
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       "                    7.0,\n",
       "                    \"\\u9570\\u4ed3\\u7269\\u8bed\"\n",
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       "                    6.8,\n",
       "                    \"\\u6d6a\\u77e2\\u89e3\\u5fe7\\u6742\\u8d27\\u5e97\"\n",
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       "                    \"\\u739b\\u4e3d\\u4e0e\\u9b54\\u5973\\u4e4b\\u82b1\"\n",
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       "                    7.2,\n",
       "                    \"\\u751f\\u5b58\\u5bb6\\u65cf\"\n",
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       "                    6.7,\n",
       "                    \"\\u7b2c\\u4e09\\u5ea6\\u5acc\\u7591\\u4eba\"\n",
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       "                    7.1,\n",
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       "                    5.3,\n",
       "                    \"\\u72d7\\u72d7\\u7684\\u75af\\u72c2\\u5047\\u671f\"\n",
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       "                    7.8,\n",
       "                    \"\\u5b8c\\u7f8e\\u964c\\u751f\\u4eba\"\n",
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       "                    7.3,\n",
       "                    \"\\u5395\\u6240\\u82f1\\u96c4\"\n",
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       "                    8.3,\n",
       "                    \"\\u5df4\\u970d\\u5df4\\u5229\\u738b2\\uff1a\\u7ec8\\u7ed3\"\n",
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       "                    \"\\u82cf\\u4e39\"\n",
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       "                    5.9,\n",
       "                    \"\\u5947\\u602a\\u7684\\u889c\\u5b50\\u7cbe\\u7075\"\n",
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       "                    7.2,\n",
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       "                    7.7,\n",
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       "            \"selectedMode\": \"multiple\",\n",
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       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
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       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_592b77710f654b5d9b3bd67962824584.setOption(option_592b77710f654b5d9b3bd67962824584);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.scatter.Scatter at 0x5c617f0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scatter = Scatter(\"电影评分对比\", width=400)\n",
    "mark_lines = [{'name':'平均线','coord':[2,2]},{'name':'平均线','coord':[10,10]}]\n",
    "scatter.add('douban-imdb', douban, imdb, extra_name=title, is_toolbox_show=False, mark_line_coords=c_imdb, is_legend_show=False, xaxis_name='douban', yaxis_name='imdb', yaxis_name_gap=20, xaxis_min=0, yaxis_min=0, symbol_size=5, label_formatter='{c}')\n",
    "scatter#.render('douban-imdb.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图为同一部电影豆瓣评分-imdb评分对比，数据包括了同时具有豆瓣评分、imdb评分、猫眼评分、时光网评分的201部电影，可以看出豆瓣和imdb评分相关性较高。两个网站上的中外群众的审美较为一致。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"35c659208f834b529cce7b75296c9b58\" style=\"width:400px;height:400px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_35c659208f834b529cce7b75296c9b58 = echarts.init(document.getElementById('35c659208f834b529cce7b75296c9b58'), 'light', {renderer: 'canvas'});\n",
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       "                \"fontSize\": 18\n",
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       "            \"subtextStyle\": {\n",
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       "        }\n",
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       "    \"series_id\": 994455,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
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       "                    6.7,\n",
       "                    8.6,\n",
       "                    \"\\u4f8f\\u7f57\\u7eaa\\u4e16\\u754c2\"\n",
       "                ],\n",
       "                [\n",
       "                    8.7,\n",
       "                    9.0,\n",
       "                    \"\\u5934\\u53f7\\u73a9\\u5bb6\"\n",
       "                ],\n",
       "                [\n",
       "                    8.1,\n",
       "                    9.0,\n",
       "                    \"\\u789f\\u4e2d\\u8c0d6\\uff1a\\u5168\\u9762\\u74e6\\u89e3\"\n",
       "                ],\n",
       "                [\n",
       "                    5.7,\n",
       "                    8.7,\n",
       "                    \"\\u5de8\\u9f7f\\u9ca8\"\n",
       "                ],\n",
       "                [\n",
       "                    6.4,\n",
       "                    8.9,\n",
       "                    \"\\u72c2\\u66b4\\u5de8\\u517d\"\n",
       "                ],\n",
       "                [\n",
       "                    7.3,\n",
       "                    8.8,\n",
       "                    \"\\u8681\\u4eba2\\uff1a\\u9ec4\\u8702\\u5973\\u73b0\\u8eab\"\n",
       "                ],\n",
       "                [\n",
       "                    6.3,\n",
       "                    9.1,\n",
       "                    \"\\u6469\\u5929\\u8425\\u6551\"\n",
       "                ],\n",
       "                [\n",
       "                    6.5,\n",
       "                    8.4,\n",
       "                    \"\\u9ed1\\u8c79\"\n",
       "                ],\n",
       "                [\n",
       "                    6.0,\n",
       "                    8.3,\n",
       "                    \"\\u53e4\\u5893\\u4e3d\\u5f71\\uff1a\\u6e90\\u8d77\\u4e4b\\u6218\"\n",
       "                ],\n",
       "                [\n",
       "                    6.9,\n",
       "                    8.6,\n",
       "                    \"\\u52c7\\u6562\\u8005\\u6e38\\u620f\\uff1a\\u51b3\\u6218\\u4e1b\\u6797\"\n",
       "                ],\n",
       "                [\n",
       "                    8.7,\n",
       "                    8.8,\n",
       "                    \"\\u8718\\u86db\\u4fa0\\uff1a\\u5e73\\u884c\\u5b87\\u5b99\"\n",
       "                ],\n",
       "                [\n",
       "                    7.1,\n",
       "                    7.8,\n",
       "                    \"\\u795e\\u5947\\u52a8\\u7269\\uff1a\\u683c\\u6797\\u5fb7\\u6c83\\u4e4b\\u7f6a\"\n",
       "                ],\n",
       "                [\n",
       "                    7.9,\n",
       "                    8.9,\n",
       "                    \"\\u8d85\\u4eba\\u603b\\u52a8\\u54582\"\n",
       "                ],\n",
       "                [\n",
       "                    5.3,\n",
       "                    8.0,\n",
       "                    \"\\u79fb\\u52a8\\u8ff7\\u5bab3\\uff1a\\u6b7b\\u4ea1\\u89e3\\u836f\"\n",
       "                ],\n",
       "                [\n",
       "                    8.1,\n",
       "                    8.8,\n",
       "                    \"\\u65e0\\u654c\\u7834\\u574f\\u738b2\\uff1a\\u5927\\u95f9\\u4e92\\u8054\\u7f51\"\n",
       "                ],\n",
       "                [\n",
       "                    6.7,\n",
       "                    8.7,\n",
       "                    \"\\u7cbe\\u7075\\u65c5\\u793e3\\uff1a\\u75af\\u72c2\\u5047\\u671f\"\n",
       "                ],\n",
       "                [\n",
       "                    6.3,\n",
       "                    7.7,\n",
       "                    \"\\u5bc2\\u9759\\u4e4b\\u5730\"\n",
       "                ],\n",
       "                [\n",
       "                    5.0,\n",
       "                    7.7,\n",
       "                    \"\\u94c1\\u8840\\u6218\\u58eb\"\n",
       "                ],\n",
       "                [\n",
       "                    8.6,\n",
       "                    9.2,\n",
       "                    \"\\u5947\\u8ff9\\u7537\\u5b69\"\n",
       "                ],\n",
       "                [\n",
       "                    6.4,\n",
       "                    8.6,\n",
       "                    \"\\u61a8\\u8c46\\u7279\\u5de53\"\n",
       "                ],\n",
       "                [\n",
       "                    7.2,\n",
       "                    9.1,\n",
       "                    \"\\u516c\\u725b\\u5386\\u9669\\u8bb0\"\n",
       "                ],\n",
       "                [\n",
       "                    7.1,\n",
       "                    8.9,\n",
       "                    \"\\u6bd4\\u5f97\\u5154\"\n",
       "                ],\n",
       "                [\n",
       "                    6.4,\n",
       "                    8.3,\n",
       "                    \"\\u963f\\u5c14\\u6cd5\\uff1a\\u72fc\\u4f34\\u5f52\\u9014\"\n",
       "                ],\n",
       "                [\n",
       "                    6.0,\n",
       "                    7.9,\n",
       "                    \"\\u80e1\\u6843\\u5939\\u5b50\\u548c\\u56db\\u4e2a\\u738b\\u56fd\"\n",
       "                ],\n",
       "                [\n",
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       "                    8.1,\n",
       "                    \"\\u6e38\\u4fa0\\u7d22\\u7f57\\uff1a\\u661f\\u7403\\u5927\\u6218\\u5916\\u4f20\"\n",
       "                ],\n",
       "                [\n",
       "                    7.2,\n",
       "                    8.0,\n",
       "                    \"\\u6c34\\u5f62\\u7269\\u8bed\"\n",
       "                ],\n",
       "                [\n",
       "                    7.7,\n",
       "                    8.9,\n",
       "                    \"\\u9a6c\\u620f\\u4e4b\\u738b\"\n",
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       "                [\n",
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       "                    8.3,\n",
       "                    \"\\u98d3\\u98ce\\u5947\\u52ab\"\n",
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       "                    9.2,\n",
       "                    \"\\u96ea\\u602a\\u5927\\u5192\\u9669\"\n",
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       "                    8.6,\n",
       "                    \"\\u4e09\\u5757\\u5e7f\\u544a\\u724c\"\n",
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       "                    8.1,\n",
       "                    \"\\u6211\\u7684\\u95f4\\u8c0d\\u524d\\u7537\\u53cb\"\n",
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       "                    \"\\u5fcc\\u65e5\\u5feb\\u4e50\"\n",
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       "                    7.0,\n",
       "                    \"\\u6df1\\u6d77\\u8d8a\\u72f1\"\n",
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       "                    8.7,\n",
       "                    \"\\u5c0f\\u9a6c\\u5b9d\\u8389\\u5927\\u7535\\u5f71\"\n",
       "                ],\n",
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       "                    8.4,\n",
       "                    \"\\u901a\\u52e4\\u8425\\u6551\"\n",
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       "                [\n",
       "                    8.3,\n",
       "                    7.8,\n",
       "                    \"\\u72ac\\u4e4b\\u5c9b\"\n",
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       "                    8.5,\n",
       "                    8.5,\n",
       "                    \"\\u7f51\\u7edc\\u8c1c\\u8e2a\"\n",
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       "                    9.2,\n",
       "                    \"\\u4f20\\u5947\\u7684\\u8bde\\u751f\"\n",
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       "                [\n",
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       "                    8.6,\n",
       "                    \"\\u7eff\\u6bdb\\u602a\\u683c\\u6797\\u5947\"\n",
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       "                [\n",
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       "                    8.5,\n",
       "                    \"\\u864e\\u80c6\\u8ffd\\u51f6\"\n",
       "                ],\n",
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       "                    7.6,\n",
       "                    \"\\u6ef4\\u7b54\\u5c4b\"\n",
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       "                    6.1,\n",
       "                    8.5,\n",
       "                    \"\\u6c6a\\u661f\\u5367\\u5e95\"\n",
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       "                    4.5,\n",
       "                    5.8,\n",
       "                    \"\\u8d85\\u80fd\\u6cf0\\u5766\"\n",
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       "                    8.2,\n",
       "                    \"\\u6458\\u91d1\\u5947\\u7f18\"\n",
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       "                    \"\\u91d1\\u94b1\\u4e16\\u754c\"\n",
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       "                    7.4,\n",
       "                    \"\\u60ca\\u6d9b\\u98d3\\u6d6a\"\n",
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       "                    8.5,\n",
       "                    \"\\u6dd8\\u6c14\\u5927\\u4fa6\\u63a2\"\n",
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       "                    \"\\u6218\\u72ac\\u745e\\u514b\\u65af\"\n",
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       "                    9.0,\n",
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       "                    \"\\u5927\\u574f\\u72d0\\u72f8\\u7684\\u6545\\u4e8b\"\n",
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       "                    \"\\u5e1d\\u4f01\\u9e45\\u65e5\\u8bb02\\uff1a\\u53ec\\u5524\"\n",
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       "                    \"\\u98de\\u9e1f\\u5386\\u9669\\u8bb0\"\n",
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       "                    \"\\u9f99\\u732b\"\n",
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       "                    \"\\u540d\\u4fa6\\u63a2\\u67ef\\u5357\\uff1a\\u96f6\\u7684\\u6267\\u884c\\u4eba\"\n",
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       "                    \"\\u5c0f\\u5077\\u5bb6\\u65cf\"\n",
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       "                    \"\\u9570\\u4ed3\\u7269\\u8bed\"\n",
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       "                    \"\\u6d6a\\u77e2\\u89e3\\u5fe7\\u6742\\u8d27\\u5e97\"\n",
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       "                    \"\\u739b\\u4e3d\\u4e0e\\u9b54\\u5973\\u4e4b\\u82b1\"\n",
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       "                    \"\\u5ff5\\u5ff5\\u624b\\u7eaa\"\n",
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       "                    8.7,\n",
       "                    \"\\u8de8\\u8d8a8\\u5e74\\u7684\\u65b0\\u5a18\"\n",
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       "                    \"\\u54e5\\u65af\\u62c9\\uff1a\\u602a\\u517d\\u884c\\u661f\"\n",
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       "                    \"\\u5c0f\\u841d\\u8389\\u7684\\u7334\\u795e\\u5927\\u53d4\"\n",
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       "                    \"\\u5395\\u6240\\u82f1\\u96c4\"\n",
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       "                    \"\\u5df4\\u970d\\u5df4\\u5229\\u738b2\\uff1a\\u7ec8\\u7ed3\"\n",
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       "myChart_35c659208f834b529cce7b75296c9b58.setOption(option_35c659208f834b529cce7b75296c9b58);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.scatter.Scatter at 0x90473c8>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scatter = Scatter(\"电影评分对比\", width=400)\n",
    "scatter.add('douban-maoyan', douban, maoyan, extra_name=title, mark_line_coords=c_maoyan, is_toolbox_show=False, is_legend_show=False, xaxis_name='douban', yaxis_name='maoyan', yaxis_name_gap=20, xaxis_min=0, yaxis_min=0, symbol_size=5, label_formatter='{c}')\n",
    "scatter#.render('douban-maoyan.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图为同一部电影豆瓣评分-猫眼评分对比，数据包括了同时具有豆瓣评分、imdb评分、猫眼评分、时光网评分的201部电影，可以看出猫眼的电影评分普遍较高，除了‘地球最后的夜晚’这部电影，这部电影豆瓣上评分为6.9，而在猫眼上的评分只有2.6。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "                    6.7,\n",
       "                    7.0,\n",
       "                    \"\\u4f60\\u597d\\uff0c\\u4e4b\\u534e\"\n",
       "                ],\n",
       "                [\n",
       "                    3.5,\n",
       "                    5.0,\n",
       "                    \"\\u6b66\\u6797\\u602a\\u517d\"\n",
       "                ],\n",
       "                [\n",
       "                    4.7,\n",
       "                    6.5,\n",
       "                    \"\\u51b0\\u96ea\\u5973\\u738b3\\uff1a\\u706b\\u4e0e\\u51b0\"\n",
       "                ],\n",
       "                [\n",
       "                    5.3,\n",
       "                    5.4,\n",
       "                    \"\\u6cc4\\u5bc6\\u8005\"\n",
       "                ],\n",
       "                [\n",
       "                    7.6,\n",
       "                    7.8,\n",
       "                    \"\\u6c5f\\u6e56\\u513f\\u5973\"\n",
       "                ],\n",
       "                [\n",
       "                    4.9,\n",
       "                    6.0,\n",
       "                    \"\\u9f99\\u867e\\u5211\\u8b66\"\n",
       "                ],\n",
       "                [\n",
       "                    2.6,\n",
       "                    3.7,\n",
       "                    \"\\u95fa\\u871c2\"\n",
       "                ],\n",
       "                [\n",
       "                    4.7,\n",
       "                    5.5,\n",
       "                    \"\\u82f1\\u96c4\\u672c\\u82722018\"\n",
       "                ],\n",
       "                [\n",
       "                    8.2,\n",
       "                    7.5,\n",
       "                    \"\\u66b4\\u88c2\\u65e0\\u58f0\"\n",
       "                ],\n",
       "                [\n",
       "                    8.2,\n",
       "                    8.4,\n",
       "                    \"\\u72d7\\u5341\\u4e09\"\n",
       "                ],\n",
       "                [\n",
       "                    4.6,\n",
       "                    6.1,\n",
       "                    \"\\u9047\\u89c1\\u4f60\\u771f\\u597d\"\n",
       "                ],\n",
       "                [\n",
       "                    2.8,\n",
       "                    4.6,\n",
       "                    \"\\u65ad\\u7247\\u4e4b\\u9669\\u9014\\u593a\\u5b9d\"\n",
       "                ],\n",
       "                [\n",
       "                    3.1,\n",
       "                    4.0,\n",
       "                    \"\\u963f\\u4fee\\u7f57\"\n",
       "                ],\n",
       "                [\n",
       "                    3.5,\n",
       "                    4.7,\n",
       "                    \"\\u8c1c\\u5de2\"\n",
       "                ],\n",
       "                [\n",
       "                    6.2,\n",
       "                    6.6,\n",
       "                    \"\\u7238\\uff0c\\u6211\\u4e00\\u5b9a\\u884c\\u7684\"\n",
       "                ],\n",
       "                [\n",
       "                    3.6,\n",
       "                    5.1,\n",
       "                    \"\\u5367\\u5e95\\u5de8\\u661f\"\n",
       "                ],\n",
       "                [\n",
       "                    3.6,\n",
       "                    5.3,\n",
       "                    \"\\u6218\\u795e\\u7eaa\"\n",
       "                ],\n",
       "                [\n",
       "                    7.0,\n",
       "                    6.6,\n",
       "                    \"\\u5988\\u5988\\u54aa\\u9e2d\"\n",
       "                ],\n",
       "                [\n",
       "                    4.9,\n",
       "                    5.4,\n",
       "                    \"\\u6211\\u662f\\u4f60\\u5988\"\n",
       "                ],\n",
       "                [\n",
       "                    5.6,\n",
       "                    5.9,\n",
       "                    \"\\u8131\\u5355\\u544a\\u6025\"\n",
       "                ],\n",
       "                [\n",
       "                    4.4,\n",
       "                    5.9,\n",
       "                    \"\\u4f4e\\u538b\\u69fd\\uff1a\\u6b32\\u671b\\u4e4b\\u57ce\"\n",
       "                ],\n",
       "                [\n",
       "                    5.2,\n",
       "                    6.8,\n",
       "                    \"\\u5b9d\\u8d1d\\u513f\"\n",
       "                ],\n",
       "                [\n",
       "                    6.2,\n",
       "                    6.2,\n",
       "                    \"\\u732b\\u4e0e\\u6843\\u82b1\\u6e90\"\n",
       "                ],\n",
       "                [\n",
       "                    3.6,\n",
       "                    5.1,\n",
       "                    \"\\u6ce1\\u8299\\u5c0f\\u59d0\"\n",
       "                ],\n",
       "                [\n",
       "                    3.2,\n",
       "                    3.7,\n",
       "                    \"\\u529f\\u592b\\u8054\\u76df\"\n",
       "                ],\n",
       "                [\n",
       "                    4.3,\n",
       "                    5.8,\n",
       "                    \"\\u53e4\\u5251\\u5947\\u8c2d\\u4e4b\\u6d41\\u6708\\u662d\\u660e\"\n",
       "                ],\n",
       "                [\n",
       "                    4.9,\n",
       "                    6.0,\n",
       "                    \"\\u9053\\u9ad8\\u4e00\\u4e08\"\n",
       "                ],\n",
       "                [\n",
       "                    5.1,\n",
       "                    5.9,\n",
       "                    \"24\\u5c0f\\u65f6\\uff1a\\u672b\\u8def\\u91cd\\u751f\"\n",
       "                ],\n",
       "                [\n",
       "                    3.8,\n",
       "                    4.1,\n",
       "                    \"\\u89e3\\u7801\\u6e38\\u620f\"\n",
       "                ],\n",
       "                [\n",
       "                    5.5,\n",
       "                    6.9,\n",
       "                    \"\\u8131\\u76ae\\u7238\\u7238\"\n",
       "                ],\n",
       "                [\n",
       "                    6.8,\n",
       "                    7.1,\n",
       "                    \"\\u672a\\u62e9\\u4e4b\\u8def\"\n",
       "                ],\n",
       "                [\n",
       "                    4.3,\n",
       "                    5.9,\n",
       "                    \"\\u5bfb\\u627e\\u7f57\\u9ea6\"\n",
       "                ],\n",
       "                [\n",
       "                    5.5,\n",
       "                    6.3,\n",
       "                    \"\\u8086\\u5f0f\\u9752\\u6625\"\n",
       "                ],\n",
       "                [\n",
       "                    7.0,\n",
       "                    7.5,\n",
       "                    \"\\u5927\\u4e16\\u754c\"\n",
       "                ],\n",
       "                [\n",
       "                    6.6,\n",
       "                    6.7,\n",
       "                    \"\\u8def\\u8fc7\\u672a\\u6765\"\n",
       "                ],\n",
       "                [\n",
       "                    7.6,\n",
       "                    7.6,\n",
       "                    \"\\u963f\\u62c9\\u59dc\\u8272\"\n",
       "                ],\n",
       "                [\n",
       "                    2.2,\n",
       "                    2.4,\n",
       "                    \"\\u7eaf\\u6d01\\u5fc3\\u7075\\u00b7\\u9010\\u68a6\\u6f14\\u827a\\u5708\"\n",
       "                ],\n",
       "                [\n",
       "                    7.5,\n",
       "                    7.3,\n",
       "                    \"\\u7c73\\u82b1\\u4e4b\\u5473\"\n",
       "                ],\n",
       "                [\n",
       "                    6.8,\n",
       "                    7.2,\n",
       "                    \"\\u897f\\u5c0f\\u6cb3\\u7684\\u590f\\u5929\"\n",
       "                ],\n",
       "                [\n",
       "                    6.6,\n",
       "                    6.8,\n",
       "                    \"\\u9ec4\\u91d1\\u82b1\"\n",
       "                ],\n",
       "                [\n",
       "                    6.3,\n",
       "                    6.3,\n",
       "                    \"\\u547d\\u8fd0\\u901f\\u9012\"\n",
       "                ],\n",
       "                [\n",
       "                    6.9,\n",
       "                    7.2,\n",
       "                    \"\\u8352\\u57ce\\u7eaa\"\n",
       "                ],\n",
       "                [\n",
       "                    3.8,\n",
       "                    6.1,\n",
       "                    \"\\u4f0a\\u963f\\u7d22\\u5bc6\\u7801\"\n",
       "                ],\n",
       "                [\n",
       "                    7.6,\n",
       "                    7.4,\n",
       "                    \"\\u5927\\u4e09\\u513f\"\n",
       "                ],\n",
       "                [\n",
       "                    6.8,\n",
       "                    7.2,\n",
       "                    \"\\u5317\\u65b9\\u4e00\\u7247\\u82cd\\u832b\"\n",
       "                ],\n",
       "                [\n",
       "                    6.6,\n",
       "                    6.7,\n",
       "                    \"\\u6e05\\u6c34\\u91cc\\u7684\\u5200\\u5b50\"\n",
       "                ],\n",
       "                [\n",
       "                    4.9,\n",
       "                    6.4,\n",
       "                    \"\\u76f2\\u00b7\\u9053\"\n",
       "                ],\n",
       "                [\n",
       "                    6.4,\n",
       "                    6.8,\n",
       "                    \"\\u5929\\u7c41\\u68a6\\u60f3\"\n",
       "                ],\n",
       "                [\n",
       "                    6.0,\n",
       "                    6.2,\n",
       "                    \"\\u5144\\u5f1f\\u73ed\"\n",
       "                ],\n",
       "                [\n",
       "                    8.1,\n",
       "                    8.1,\n",
       "                    \"\\u590d\\u4ec7\\u8005\\u8054\\u76df3\\uff1a\\u65e0\\u9650\\u6218\\u4e89\"\n",
       "                ],\n",
       "                [\n",
       "                    7.7,\n",
       "                    8.0,\n",
       "                    \"\\u6d77\\u738b\"\n",
       "                ],\n",
       "                [\n",
       "                    7.2,\n",
       "                    7.3,\n",
       "                    \"\\u6bd2\\u6db2\\uff1a\\u81f4\\u547d\\u5b88\\u62a4\\u8005\"\n",
       "                ],\n",
       "                [\n",
       "                    6.7,\n",
       "                    7.1,\n",
       "                    \"\\u4f8f\\u7f57\\u7eaa\\u4e16\\u754c2\"\n",
       "                ],\n",
       "                [\n",
       "                    8.7,\n",
       "                    8.2,\n",
       "                    \"\\u5934\\u53f7\\u73a9\\u5bb6\"\n",
       "                ],\n",
       "                [\n",
       "                    8.1,\n",
       "                    7.9,\n",
       "                    \"\\u789f\\u4e2d\\u8c0d6\\uff1a\\u5168\\u9762\\u74e6\\u89e3\"\n",
       "                ],\n",
       "                [\n",
       "                    5.7,\n",
       "                    6.9,\n",
       "                    \"\\u5de8\\u9f7f\\u9ca8\"\n",
       "                ],\n",
       "                [\n",
       "                    6.4,\n",
       "                    6.8,\n",
       "                    \"\\u72c2\\u66b4\\u5de8\\u517d\"\n",
       "                ],\n",
       "                [\n",
       "                    7.3,\n",
       "                    7.3,\n",
       "                    \"\\u8681\\u4eba2\\uff1a\\u9ec4\\u8702\\u5973\\u73b0\\u8eab\"\n",
       "                ],\n",
       "                [\n",
       "                    6.3,\n",
       "                    6.8,\n",
       "                    \"\\u6469\\u5929\\u8425\\u6551\"\n",
       "                ],\n",
       "                [\n",
       "                    6.5,\n",
       "                    7.0,\n",
       "                    \"\\u9ed1\\u8c79\"\n",
       "                ],\n",
       "                [\n",
       "                    6.0,\n",
       "                    6.8,\n",
       "                    \"\\u53e4\\u5893\\u4e3d\\u5f71\\uff1a\\u6e90\\u8d77\\u4e4b\\u6218\"\n",
       "                ],\n",
       "                [\n",
       "                    6.9,\n",
       "                    7.1,\n",
       "                    \"\\u52c7\\u6562\\u8005\\u6e38\\u620f\\uff1a\\u51b3\\u6218\\u4e1b\\u6797\"\n",
       "                ],\n",
       "                [\n",
       "                    8.7,\n",
       "                    8.3,\n",
       "                    \"\\u8718\\u86db\\u4fa0\\uff1a\\u5e73\\u884c\\u5b87\\u5b99\"\n",
       "                ],\n",
       "                [\n",
       "                    7.1,\n",
       "                    7.2,\n",
       "                    \"\\u795e\\u5947\\u52a8\\u7269\\uff1a\\u683c\\u6797\\u5fb7\\u6c83\\u4e4b\\u7f6a\"\n",
       "                ],\n",
       "                [\n",
       "                    7.9,\n",
       "                    7.9,\n",
       "                    \"\\u8d85\\u4eba\\u603b\\u52a8\\u54582\"\n",
       "                ],\n",
       "                [\n",
       "                    5.3,\n",
       "                    6.2,\n",
       "                    \"\\u79fb\\u52a8\\u8ff7\\u5bab3\\uff1a\\u6b7b\\u4ea1\\u89e3\\u836f\"\n",
       "                ],\n",
       "                [\n",
       "                    8.1,\n",
       "                    8.2,\n",
       "                    \"\\u65e0\\u654c\\u7834\\u574f\\u738b2\\uff1a\\u5927\\u95f9\\u4e92\\u8054\\u7f51\"\n",
       "                ],\n",
       "                [\n",
       "                    6.7,\n",
       "                    7.1,\n",
       "                    \"\\u7cbe\\u7075\\u65c5\\u793e3\\uff1a\\u75af\\u72c2\\u5047\\u671f\"\n",
       "                ],\n",
       "                [\n",
       "                    6.3,\n",
       "                    7.1,\n",
       "                    \"\\u5bc2\\u9759\\u4e4b\\u5730\"\n",
       "                ],\n",
       "                [\n",
       "                    5.0,\n",
       "                    5.8,\n",
       "                    \"\\u94c1\\u8840\\u6218\\u58eb\"\n",
       "                ],\n",
       "                [\n",
       "                    8.6,\n",
       "                    8.1,\n",
       "                    \"\\u5947\\u8ff9\\u7537\\u5b69\"\n",
       "                ],\n",
       "                [\n",
       "                    6.4,\n",
       "                    6.7,\n",
       "                    \"\\u61a8\\u8c46\\u7279\\u5de53\"\n",
       "                ],\n",
       "                [\n",
       "                    7.2,\n",
       "                    7.2,\n",
       "                    \"\\u516c\\u725b\\u5386\\u9669\\u8bb0\"\n",
       "                ],\n",
       "                [\n",
       "                    7.1,\n",
       "                    7.6,\n",
       "                    \"\\u6bd4\\u5f97\\u5154\"\n",
       "                ],\n",
       "                [\n",
       "                    6.4,\n",
       "                    6.8,\n",
       "                    \"\\u963f\\u5c14\\u6cd5\\uff1a\\u72fc\\u4f34\\u5f52\\u9014\"\n",
       "                ],\n",
       "                [\n",
       "                    6.0,\n",
       "                    6.4,\n",
       "                    \"\\u80e1\\u6843\\u5939\\u5b50\\u548c\\u56db\\u4e2a\\u738b\\u56fd\"\n",
       "                ],\n",
       "                [\n",
       "                    6.9,\n",
       "                    7.1,\n",
       "                    \"\\u6e38\\u4fa0\\u7d22\\u7f57\\uff1a\\u661f\\u7403\\u5927\\u6218\\u5916\\u4f20\"\n",
       "                ],\n",
       "                [\n",
       "                    7.2,\n",
       "                    7.6,\n",
       "                    \"\\u6c34\\u5f62\\u7269\\u8bed\"\n",
       "                ],\n",
       "                [\n",
       "                    7.7,\n",
       "                    7.9,\n",
       "                    \"\\u9a6c\\u620f\\u4e4b\\u738b\"\n",
       "                ],\n",
       "                [\n",
       "                    5.9,\n",
       "                    6.1,\n",
       "                    \"\\u98d3\\u98ce\\u5947\\u52ab\"\n",
       "                ],\n",
       "                [\n",
       "                    7.4,\n",
       "                    7.6,\n",
       "                    \"\\u96ea\\u602a\\u5927\\u5192\\u9669\"\n",
       "                ],\n",
       "                [\n",
       "                    7.1,\n",
       "                    7.6,\n",
       "                    \"\\u6e6e\\u706d\"\n",
       "                ],\n",
       "                [\n",
       "                    8.7,\n",
       "                    8.1,\n",
       "                    \"\\u4e09\\u5757\\u5e7f\\u544a\\u724c\"\n",
       "                ],\n",
       "                [\n",
       "                    6.3,\n",
       "                    6.3,\n",
       "                    \"\\u6211\\u7684\\u95f4\\u8c0d\\u524d\\u7537\\u53cb\"\n",
       "                ],\n",
       "                [\n",
       "                    7.1,\n",
       "                    7.1,\n",
       "                    \"\\u5fcc\\u65e5\\u5feb\\u4e50\"\n",
       "                ],\n",
       "                [\n",
       "                    4.4,\n",
       "                    4.6,\n",
       "                    \"\\u6df1\\u6d77\\u8d8a\\u72f1\"\n",
       "                ],\n",
       "                [\n",
       "                    6.8,\n",
       "                    7.1,\n",
       "                    \"\\u5c0f\\u9a6c\\u5b9d\\u8389\\u5927\\u7535\\u5f71\"\n",
       "                ],\n",
       "                [\n",
       "                    6.6,\n",
       "                    6.9,\n",
       "                    \"\\u901a\\u52e4\\u8425\\u6551\"\n",
       "                ],\n",
       "                [\n",
       "                    8.3,\n",
       "                    8.0,\n",
       "                    \"\\u72ac\\u4e4b\\u5c9b\"\n",
       "                ],\n",
       "                [\n",
       "                    8.5,\n",
       "                    8.3,\n",
       "                    \"\\u7f51\\u7edc\\u8c1c\\u8e2a\"\n",
       "                ],\n",
       "                [\n",
       "                    7.6,\n",
       "                    7.6,\n",
       "                    \"\\u4f20\\u5947\\u7684\\u8bde\\u751f\"\n",
       "                ],\n",
       "                [\n",
       "                    6.3,\n",
       "                    6.5,\n",
       "                    \"\\u7eff\\u6bdb\\u602a\\u683c\\u6797\\u5947\"\n",
       "                ],\n",
       "                [\n",
       "                    6.5,\n",
       "                    6.7,\n",
       "                    \"\\u864e\\u80c6\\u8ffd\\u51f6\"\n",
       "                ],\n",
       "                [\n",
       "                    5.5,\n",
       "                    6.2,\n",
       "                    \"\\u6ef4\\u7b54\\u5c4b\"\n",
       "                ],\n",
       "                [\n",
       "                    6.1,\n",
       "                    6.2,\n",
       "                    \"\\u6c6a\\u661f\\u5367\\u5e95\"\n",
       "                ],\n",
       "                [\n",
       "                    4.5,\n",
       "                    5.8,\n",
       "                    \"\\u8d85\\u80fd\\u6cf0\\u5766\"\n",
       "                ],\n",
       "                [\n",
       "                    6.2,\n",
       "                    6.7,\n",
       "                    \"\\u6458\\u91d1\\u5947\\u7f18\"\n",
       "                ],\n",
       "                [\n",
       "                    7.0,\n",
       "                    7.5,\n",
       "                    \"\\u91d1\\u94b1\\u4e16\\u754c\"\n",
       "                ],\n",
       "                [\n",
       "                    6.8,\n",
       "                    6.7,\n",
       "                    \"\\u60ca\\u6d9b\\u98d3\\u6d6a\"\n",
       "                ],\n",
       "                [\n",
       "                    6.9,\n",
       "                    7.4,\n",
       "                    \"\\u6dd8\\u6c14\\u5927\\u4fa6\\u63a2\"\n",
       "                ],\n",
       "                [\n",
       "                    6.8,\n",
       "                    6.8,\n",
       "                    \"\\u6218\\u72ac\\u745e\\u514b\\u65af\"\n",
       "                ],\n",
       "                [\n",
       "                    8.2,\n",
       "                    8.0,\n",
       "                    \"\\u7231\\u5728\\u8bb0\\u5fc6\\u6d88\\u901d\\u524d\"\n",
       "                ],\n",
       "                [\n",
       "                    6.1,\n",
       "                    6.5,\n",
       "                    \"\\u8ff7\\u9547\\u51f6\\u6848\"\n",
       "                ],\n",
       "                [\n",
       "                    6.2,\n",
       "                    6.5,\n",
       "                    \"\\u514b\\u9686\\u4eba\"\n",
       "                ],\n",
       "                [\n",
       "                    7.1,\n",
       "                    7.0,\n",
       "                    \"\\u5988\\u5988\\u54aa\\u54402\"\n",
       "                ],\n",
       "                [\n",
       "                    6.2,\n",
       "                    6.7,\n",
       "                    \"\\u65e0\\u654c\\u539f\\u59cb\\u4eba\"\n",
       "                ],\n",
       "                [\n",
       "                    8.4,\n",
       "                    7.6,\n",
       "                    \"\\u7231\\u732b\\u4e4b\\u57ce\"\n",
       "                ],\n",
       "                [\n",
       "                    6.6,\n",
       "                    7.2,\n",
       "                    \"\\u7b2c\\u4e00\\u592b\\u4eba\"\n",
       "                ],\n",
       "                [\n",
       "                    6.3,\n",
       "                    6.6,\n",
       "                    \"\\u8d85\\u5927\\u53f7\\u7f8e\\u4eba\"\n",
       "                ],\n",
       "                [\n",
       "                    4.5,\n",
       "                    5.7,\n",
       "                    \"\\u593a\\u547d\\u6765\\u7535\"\n",
       "                ],\n",
       "                [\n",
       "                    5.9,\n",
       "                    5.6,\n",
       "                    \"\\u51e4\\u51f0\\u57ce\\u9057\\u5fd8\\u5f55\"\n",
       "                ],\n",
       "                [\n",
       "                    8.0,\n",
       "                    7.6,\n",
       "                    \"\\u6d41\\u6d6a\\u732b\\u9c8d\\u52c3\"\n",
       "                ],\n",
       "                [\n",
       "                    6.4,\n",
       "                    6.6,\n",
       "                    \"\\u6211\\u7684\\u51a4\\u5bb6\\u662f\\u6761\\u72d7\"\n",
       "                ],\n",
       "                [\n",
       "                    6.3,\n",
       "                    6.5,\n",
       "                    \"\\u739b\\u96c5\\u871c\\u8702\\u5386\\u9669\\u8bb0\"\n",
       "                ],\n",
       "                [\n",
       "                    5.4,\n",
       "                    6.4,\n",
       "                    \"\\u7684\\u58eb\\u901f\\u90125\"\n",
       "                ],\n",
       "                [\n",
       "                    6.6,\n",
       "                    6.0,\n",
       "                    \"\\u9752\\u5e74\\u9a6c\\u514b\\u601d\"\n",
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       "                    \"\\u5927\\u574f\\u72d0\\u72f8\\u7684\\u6545\\u4e8b\"\n",
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       "                    \"\\u5e1d\\u4f01\\u9e45\\u65e5\\u8bb02\\uff1a\\u53ec\\u5524\"\n",
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       "myChart_e81447c9e2dc4938a8754e513239ce0b.setOption(option_e81447c9e2dc4938a8754e513239ce0b);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.scatter.Scatter at 0x90472b0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scatter = Scatter(\"电影评分对比\", width=400)\n",
    "scatter.add('douban-mtime', douban, mtime, extra_name=title, mark_line_coords=c_mtime, is_toolbox_show=False, is_legend_show=False, xaxis_name='douban', yaxis_name='mtime', yaxis_name_gap=20, xaxis_min=0, yaxis_min=0, symbol_size=5, label_formatter='{c}')\n",
    "scatter#.render('douban-mtime.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图为同一部电影豆瓣评分-时光网评分对比，数据包括了同时具有豆瓣评分、imdb评分、猫眼评分、时光网评分的201部电影，可以看出时光网电影和豆瓣电影相关性也较高，若一部电影在两个网站的评分都大于6，那么其评分会较为接近，说明两个网站的观影人群对高评分电影的评价较为一致。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"b37842a95dca410a8809e9a124608388\" style=\"width:800px;height:400px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_b37842a95dca410a8809e9a124608388 = echarts.init(document.getElementById('b37842a95dca410a8809e9a124608388'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_b37842a95dca410a8809e9a124608388 = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"2018\\u603b\\u7968\\u623f\\u6392\\u540d\",\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"series_id\": 8193797,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"data\": [\n",
       "                36.51,\n",
       "                33.98,\n",
       "                31.0,\n",
       "                25.48,\n",
       "                23.91,\n",
       "                22.37,\n",
       "                20.03,\n",
       "                18.71,\n",
       "                16.96,\n",
       "                13.97\n",
       "            ],\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": false,\n",
       "                    \"position\": \"top\",\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 8193797\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": false,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"name\": \"\\u540d\\u79f0\",\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 100,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"category\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": false\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": 0,\n",
       "                \"rotate\": 45,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"\\u7ea2\\u6d77\\u884c\\u52a8\",\n",
       "                \"\\u5510\\u4eba\\u8857\\u63a2\\u68482\",\n",
       "                \"\\u6211\\u4e0d\\u662f\\u836f\\u795e\",\n",
       "                \"\\u897f\\u8679\\u5e02\\u9996\\u5bcc\",\n",
       "                \"\\u590d\\u4ec7\\u8005\\u8054\\u76df3\\uff1a\\u65e0\\u9650\\u6218\\u4e89\",\n",
       "                \"\\u6349\\u5996\\u8bb02\",\n",
       "                \"\\u6d77\\u738b\",\n",
       "                \"\\u6bd2\\u6db2\\uff1a\\u81f4\\u547d\\u5b88\\u62a4\\u8005\",\n",
       "                \"\\u4f8f\\u7f57\\u7eaa\\u4e16\\u754c2\",\n",
       "                \"\\u5934\\u53f7\\u73a9\\u5bb6\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"name\": \"\\u7968\\u623f\\uff08\\u4ebf\\uff09\",\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 30,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"value\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ],\n",
       "    \"grid\": [\n",
       "        {\n",
       "            \"bottom\": \"30%\"\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "myChart_b37842a95dca410a8809e9a124608388.setOption(option_b37842a95dca410a8809e9a124608388);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.custom.grid.Grid at 0x4d07ba8>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rank_boxoffice = []\n",
    "rank_element = []\n",
    "from pyecharts import Bar\n",
    "\n",
    "for i, element in enumerate(collections_detail.find({'boxoffice_num':{'$exists':True}}).sort('boxoffice_num',-1)):\n",
    "    rank_boxoffice.append(round(element['boxoffice_num']/10000,2))\n",
    "    rank_element.append(element['title'])\n",
    "    \n",
    "bar = Bar('2018总票房排名')\n",
    "bar.add('', rank_element[:10], rank_boxoffice[:10], grid_bottom=0.5, xaxis_interval=0, is_toolbox_show=False, xaxis_rotate=45, is_legend_show=False, xaxis_name='名称', yaxis_name='票房（亿）', xaxis_name_gap=100, yaxis_name_gap=30)\n",
    "\n",
    "grid = Grid()\n",
    "grid.add(bar, grid_bottom=\"30%\")\n",
    "grid#.render('总排名.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图为2018年电影总票房前十名，‘红海行动’票房第一，共36.51亿票房。前十名中，国产电影占了5部，且票房前四名都是国产片。好的国产片能拿到越来越多的票房了。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"ff6914d365de450aa62433574c57f27b\" style=\"width:800px;height:400px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_ff6914d365de450aa62433574c57f27b = echarts.init(document.getElementById('ff6914d365de450aa62433574c57f27b'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_ff6914d365de450aa62433574c57f27b = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u7c7b\\u578b-\\u7968\\u623f\",\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"series_id\": 1075,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u603b\\u7968\\u623f\",\n",
       "            \"data\": [\n",
       "                322.04,\n",
       "                235.55,\n",
       "                166.48,\n",
       "                165.93,\n",
       "                129.81,\n",
       "                124.53,\n",
       "                65.89,\n",
       "                57.34,\n",
       "                56.34,\n",
       "                51.13,\n",
       "                45.34,\n",
       "                41.05\n",
       "            ],\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": false,\n",
       "                    \"position\": \"top\",\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 1075\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u5e73\\u5747\\u7968\\u623f\",\n",
       "            \"data\": [\n",
       "                3.62,\n",
       "                1.64,\n",
       "                0.76,\n",
       "                2.02,\n",
       "                4.33,\n",
       "                2.39,\n",
       "                1.61,\n",
       "                1.37,\n",
       "                0.56,\n",
       "                0.28,\n",
       "                4.53,\n",
       "                0.67\n",
       "            ],\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": false,\n",
       "                    \"position\": \"top\",\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 1075,\n",
       "            \"xAxisIndex\": 0,\n",
       "            \"yAxisIndex\": 1\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u603b\\u7968\\u623f\",\n",
       "                \"\\u5e73\\u5747\\u7968\\u623f\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"name\": \"\\u7c7b\\u578b\",\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"category\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": false\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"\\u52a8\\u4f5c\",\n",
       "                \"\\u559c\\u5267\",\n",
       "                \"\\u5267\\u60c5\",\n",
       "                \"\\u5192\\u9669\",\n",
       "                \"\\u79d1\\u5e7b\",\n",
       "                \"\\u5947\\u5e7b\",\n",
       "                \"\\u72af\\u7f6a\",\n",
       "                \"\\u60ca\\u609a\",\n",
       "                \"\\u7231\\u60c5\",\n",
       "                \"\\u5176\\u5b83\",\n",
       "                \"\\u6218\\u4e89\",\n",
       "                \"\\u52a8\\u753b\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"name\": \"\\u603b\\u7968\\u623f\\uff08\\u4ebf\\uff09\",\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 40,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"value\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        {\n",
       "            \"name\": \"\\u5e73\\u5747\\u7968\\u623f\\uff08\\u4ebf\\uff09\",\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"value\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ],\n",
       "    \"grid\": [\n",
       "        {\n",
       "            \"right\": \"20%\"\n",
       "        },\n",
       "        {\n",
       "            \"right\": \"20%\"\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "myChart_ff6914d365de450aa62433574c57f27b.setOption(option_ff6914d365de450aa62433574c57f27b);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.custom.grid.Grid at 0x8f852b0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genres = {}\n",
    "other_list = ['武侠', '悬疑', '儿童', '历史', '家庭', '古装', '传记', '纪录片', '音乐', '歌舞', '恐怖', '灾难', '运动', '同性', '西部', '戏曲']\n",
    "for i, element in enumerate(collections_detail.find({'boxoffice_num':{'$exists':True}})):\n",
    "    for genre in element['genres']:\n",
    "        if genre in other_list:\n",
    "            genre = '其它'\n",
    "        if genre not in genres:\n",
    "            genres[genre] = {'title':[], 'boxoffice_num':[],'score':[]}\n",
    "        genres[genre]['title'].append(element['title'])\n",
    "        genres[genre]['boxoffice_num'].append(element['boxoffice_num']/10000)\n",
    "        genres[genre]['score'].append(element['rate_score'])\n",
    "\n",
    "styles = []\n",
    "boxoffice = []\n",
    "avg_boxoffice = []\n",
    "quantity = []\n",
    "for i in sorted(genres.items(), key=lambda item:sum(item[1]['boxoffice_num']), reverse=True):\n",
    "    styles.append(i[0])\n",
    "    boxoffice.append(round(sum(genres[i[0]]['boxoffice_num']), 2))\n",
    "    avg_boxoffice.append(round(np.mean(genres[i[0]]['boxoffice_num']), 2))\n",
    "    quantity.append(len(genres[i[0]]['boxoffice_num']))\n",
    "    \n",
    "grid = Grid()\n",
    "bar1 = Bar(title='类型-票房') # ,title_pos='40%'\n",
    "bar2 = Bar()\n",
    "\n",
    "bar1.add('总票房',styles, boxoffice, xaxis_name='类型', yaxis_name='总票房（亿）', yaxis_name_gap=40, is_toolbox_show=False)\n",
    "bar2.add('平均票房', styles, avg_boxoffice, xaxis_name='类型', yaxis_name='平均票房（亿）', is_toolbox_show=False)\n",
    "\n",
    "overlap = Overlap(width=1200, height=600)\n",
    "overlap.add(bar1)\n",
    "overlap.add(bar2, is_add_yaxis=True, yaxis_index=1)\n",
    "\n",
    "grid.add(overlap, grid_right=\"20%\")\n",
    "grid#.render('类型-票房.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图为2018年不同类型电影的总票房和平均票房。由于一部电影一般会有多个类型，因此在计算票房时，分别考虑了该电影的每个类型。以‘红海行动’为例，‘红海行动’为动作片、战争片，因此在动作片和战争片中，都分别考虑了‘红海行动’的票房。\n",
    "\n",
    "可以看出，就总票房而言，动作片总票房最高，喜剧片紧随其后。而就平均票房而言，科幻和战争片的平均票房较高，这可能是由于这些类型的电影制作用了更大的成本，制作较好，因此也回收了更多的票房。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
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       "    });\n",
       "</script>\n",
       "    <div id=\"acacecd82d7f48899055ceccb6dba9e9\" style=\"width:800px;height:400px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
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       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
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       "            \"right\": \"20%\"\n",
       "        },\n",
       "        {\n",
       "            \"right\": \"20%\"\n",
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       "};\n",
       "myChart_acacecd82d7f48899055ceccb6dba9e9.setOption(option_acacecd82d7f48899055ceccb6dba9e9);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.custom.grid.Grid at 0x8f2cb00>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genres = {}\n",
    "other_list = ['武侠', '悬疑', '儿童', '历史', '家庭', '古装', '传记', '纪录片', '音乐', '歌舞', '恐怖', '灾难', '运动', '同性', '西部', '戏曲']\n",
    "for i, element in enumerate(collections_detail.find({'boxoffice_num':{'$exists':True}})):\n",
    "    if element['rate_score']:\n",
    "        for genre in element['genres']:\n",
    "            if genre in other_list:\n",
    "                genre = '其它'\n",
    "            if genre not in genres:\n",
    "                genres[genre] = {'title':[], 'score':[]}\n",
    "            genres[genre]['title'].append(element['title'])\n",
    "            genres[genre]['score'].append(float(element['rate_score']))\n",
    "            \n",
    "styles = []\n",
    "avg_scores = []\n",
    "quantity = []\n",
    "for i in sorted(genres.items(), key=lambda item:np.mean(item[1]['score']), reverse=True):\n",
    "    # print(i, ':', len(genres[i]['title']), len(genres[i]['score']))\n",
    "    styles.append(i[0])\n",
    "    avg_scores.append(round(np.mean(genres[i[0]]['score']),2))\n",
    "    quantity.append(len(genres[i[0]]['title']))\n",
    "\n",
    "grid = Grid()\n",
    "bar1 = Bar(title='类型-评分') # ,title_pos='40%'\n",
    "bar2 = Bar()\n",
    "\n",
    "bar1.add('豆瓣平均分', styles, avg_scores, yaxis_min=4, xaxis_name='类型', yaxis_name='豆瓣平均分', yaxis_name_gap=30, is_toolbox_show=False)\n",
    "bar2.add('电影数量', styles, quantity, xaxis_name='类型', yaxis_name='电影数量', yaxis_name_gap=40, is_toolbox_show=False)\n",
    "\n",
    "overlap = Overlap(width=1200, height=600)\n",
    "overlap.add(bar1)\n",
    "overlap.add(bar2, is_add_yaxis=True, yaxis_index=1)\n",
    "\n",
    "grid.add(overlap, grid_right=\"20%\")\n",
    "grid#.render('类型-评分.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图为2018年不同类型电影的豆瓣平均分和拥有豆瓣评分的电影数量。由于一部电影一般会有多个类型，因此在计算平均分时，分别考虑了该电影的每个类型。以‘红海行动’为例，‘红海行动’为动作片、战争片，因此在动作片和战争片中，都分别考虑了‘红海行动’的豆瓣评分。\n",
    "\n",
    "可以看出，就评分而言，动画类型电影的豆瓣平均分最高，而惊悚片平均分最低。‘其它’类型的豆瓣评分也较高，这可能是由于‘其它’类型电影都较为小众，观影人群也较少，倾向于打高分。\n",
    "\n",
    "就电影数量而言，剧情片的数量最多，这可能是由于很多电影都会带有剧情的标签。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
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       "};\n",
       "myChart_cd4717ae5a274f5e8152dfbbb2783243.setOption(option_cd4717ae5a274f5e8152dfbbb2783243);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x8ea91d0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "month_tot = list(range(1,13))\n",
    "other_list = ['武侠', '悬疑', '儿童', '历史', '家庭', '古装', '传记', '纪录片', '音乐', '歌舞', '恐怖', '灾难', '运动', '同性', '西部', '戏曲']\n",
    "monthly_sum = {}\n",
    "for i, element in enumerate(collections_detail.find({'boxoffice_num':{'$exists':True}})):\n",
    "    month = int(element['releasedate'].split('(')[0].split('-')[1])\n",
    "    if not element['genres']:\n",
    "        # print(element['title'])\n",
    "        continue\n",
    "    for index, genre in enumerate(element['genres'], start=1):\n",
    "        if genre not in other_list:\n",
    "            break\n",
    "        if index == len(element['genres']):\n",
    "            genre = '其它'\n",
    "    if not monthly_sum.get(genre):\n",
    "        monthly_sum[genre] = [0,0,0,0,0,0,0,0,0,0,0,0]\n",
    "    monthly_sum[genre][month-1] += element['boxoffice_num']\n",
    "\n",
    "# print(monthly_sum)\n",
    "bar = Bar('月份票房叠加图')\n",
    "legend_setting = {\n",
    "    'legend_orient': 'vertical',\n",
    "    'legend_pos': 'right',\n",
    "    'legend_top': 'center'\n",
    "}\n",
    "for type in monthly_sum:\n",
    "    bar.add(type, month_tot, [round(i/10000,2) for i in monthly_sum[type]], **legend_setting, is_stack=True, xaxis_name='月份', yaxis_name='票房（亿）', yaxis_name_gap=40, is_toolbox_show=False)\n",
    "bar#.render('月份票房.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图为2018年各月电影票房总和，考虑到电影上映初期票房增加较快且缺少更加详细的月度票房数据，因此计算月度票房时，以电影上映日期所在月份作为标准。\n",
    "\n",
    "由于很多类型的电影数量较少，因此将部分类型定为‘其它’。一部电影通常具有多个类型，在分析时，电影类型的确定方法为：按照每一部电影豆瓣上类型的先后顺序，选择顺序最前且不是‘其它’类型的类型；若该电影所有类型都在‘其它’类型中，将此电影归类为其它。\n",
    "\n",
    "由图可知，2018年2月票房在全年票房中占比最多，且喜剧片贡献了大部分票房，考虑到2018年2月刚好是春节，这说明春节是一个电影票房高峰，喜剧片也在春节期间占了大头。另外，7月、8月票房在全年占比也较高，这可能是由于片商考虑到在校学生暑假，排片较多，同时学生也贡献了较多票房。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
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      "text/plain": [
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     },
     "execution_count": 19,
     "metadata": {},
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   ],
   "source": [
    "casts = []\n",
    "total_box = []\n",
    "movie_casts = []\n",
    "for i in col_casts.find().sort('total_box',-1)[:10]:\n",
    "    casts.append(i['name'])\n",
    "    total_box.append(round(i['total_box']/10000,2))\n",
    "    movie_casts.append(i['movie'])\n",
    "#     print(i)\n",
    "\n",
    "# print(casts)\n",
    "# print(total_box)\n",
    "# print(movie_casts)\n",
    "\n",
    "bar = Bar('2018年演员参演电影总票房排名')\n",
    "bar.add('', casts, total_box, extra_name=movie_casts, is_legend_show=False, xaxis_name='姓名', yaxis_name='票房（亿）', yaxis_name_gap=30, xaxis_name_gap=30, xaxis_interval=0, is_toolbox_show=False)\n",
    "bar#.render('演员参演电影总票房前十.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图为2018年演员参演电影的总票房排名，计算时没有考虑演员在一部电影中所获的收入，只以该演员参演电影的总票房为准。\n",
    "\n",
    "由图可知，王成思2018年参演电影总票房为65.5亿，排名第一，他参演了‘唐人街探案2’，‘西虹市首富’，‘李茶的姑妈’这三部电影。"
   ]
  }
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